Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

Another new update, this one is even cooler Prompt: 4K hyper-detailed fashion photograph featuring hyper-realistic rendering.

Another new update, this one is even cooler Prompt: 4K hyper-detailed fashion photograph featuring hyper-realistic rendering. **Crucial Character Consistency:** The character fe...

December 5, 2025 路 2 min read

Another new update, this one is even cooler Prompt: 4K hyper-detailed fashion photograph featuring hyper-realistic rendering.
Figure 1 / source image

Another new update, this one is even cooler Prompt: 4K hyper-detailed fashion photograph featuring hyper-realistic rendering.

**Crucial Character Consistency:** The character featured is precisely the same person shown in reference images, maintaining consistent facial features, hair style, and body structure across all shots.

{ "core_structure": { "description": "A photo in the style of a fashion magazine editor, showing a woman resting in the dressing room backstage, with strong contrast between light and shadow.", "elements": [ { "object": "Subject female", "attributes": ["Sitting on a modern chair", "Crossed legs", "Right hand raised beside face", "Looking away from the camera with a smile", "Long straight hair"] }, { "object": "Clothing and Accessories", "attributes": ["Oversized Black Trench Coat", "Strong Glossy", "Pure White Ankle Boots", "Collar Necklace", "Ring"] }, { "object": "Ambient background", "attributes": ["Messy dressing table", "Scattered eyeshadow palettes and brushes", "Hollywood style makeup mirror with light bulb", "Multiple heavy metal flight cases (flight cases)"] } ] }, "style_definition": { "primary_style": "monochrome fashion editorial | cinematic photography", "rendering_quality": "hyperrealistic | high-resolution | detailed textures", "surface_textures": ["glossy vinyl reflecting light", "textured snakeskin", "metallic case hardware", "matte skin fini sh"], "lighting": "dramatic studio lighting | high contrast chiaroscuro | directional light from vanity bulbs" }, "technical_specifications": { "camera_settings": { "depth_of_field": "medium depth of field, subject sharp, background slightly softened", "focal_length": "50mm to 85mm portrait lens", "aperture": "f/2.8 - f/4", "exposure": "metered for highlights on the leather coat, creating deep shadows" }, "resolution": "professional quality | 4K minimum", "rendering": [ "high dynamic range", "no color noise"], "physics_accuracy": ["realistic drape of heavy vinyl fabric", "accurate reflections on glossy surfaces"] }, "material_properties": { "skin_textures": ["smooth but detailed in monochrome", "natural finish"], "fabric_details": ["highly reflective vinyl/leather", "detailed scales on snakeskin boots"], "surfaces": ["scratched metal on flight cases", "plastic makeup palettes", "glass mirror bulbs"], "transparency": ["clear glass bulbs"] }, "envi ronmental_factors": { "atmosphere": ["backstage clutter", "quiet intensity", "studio interior"], "time_season": ["artificial studio lighting", "timeless fashion"], "particles": ["clean air", "no visible dust"] }, "composition_controls": { "perspective": "eye-level photograph", "framing": "editorial magazine layout with space for text at bottom", "subject_placement": "central but angled pose, anchored by surrounding equipment" }, "quality_keywords": { "include": ["black and wh ite", "high fashion", "dramatic lighting", "luxurious textures", "editorial feel", "sharp focus"], "avoid": ["color", "flat lighting", "low resolution", "blurry textures"], "reference": ["Vogue editorial standards", "professional studio photography"] } }

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FORMATTOPICCAPABILITYMARKETcoverssignalssignalssignalssignalsFORMATarticle featureTOPICagentic devtoolsCAPABILITYevaluationCAPABILITYtechnical writingCAPABILITYproduct surfaceMARKETopen-source builders
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Another new update, this one is even cooler Prompt: 4K hyper-detailed fashion photogr...THESISAnother new update,this one is evencooler Prompt: 4Khyper-detailed fashionSIGNALAnother new update,this one is evencooler Prompt: 4Khyper-detailed fashionOPERATOR**Crucial CharacterConsistency:** Thecharacter featured isprecisely the sameIMPLICATION{ "core_structure": {"description": "Aphoto in the style ofa fashion magazine
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  operator["**Crucial Character Consistency:** The character featured is precisely the same person shown in reference i..."]
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